DocumentCode :
2896827
Title :
Experimental evaluation of a procedure for estimating nonhomogeneous Poisson processes having cyclic behavior
Author :
Johnson, Mary A. ; Lee, Sanghoon ; Wilson, James R.
Author_Institution :
Dept. of Mech. & Ind. Eng., Illinois Univ., Urbana, IL, USA
fYear :
1991
fDate :
8-11 Dec 1991
Firstpage :
958
Lastpage :
967
Abstract :
The authors summarize an experimental performance evaluation of a procedure for estimating a nonhomogeneous Poisson process having an exponential rate function whose exponent includes both polynomial and trigonometric components. Maximum likelihood estimates of the unknown continuous parameters of the rate function are obtained numerically, and the degree of the polynomial rate component is determined by a likelihood ratio test. Although this procedure can estimate the oscillation frequency of the trigonometric rate component, the experimental evaluation of this procedure is limited to the case of a known frequency. A piecewise thinning algorithm is used to generate independent replications of selected arrival processes having the postulated type of rate function
Keywords :
modelling; performance evaluation; stochastic processes; cyclic behavior; exponential rate function; independent replications; likelihood ratio test; nonhomogeneous Poisson process; oscillation frequency; performance evaluation; piecewise thinning algorithm; polynomial rate component; selected arrival processes; tolerance intervals; trigonometric rate component; unknown continuous parameters; Error analysis; Frequency estimation; Industrial engineering; Maximum likelihood estimation; Monte Carlo methods; Piecewise linear techniques; Polynomials; Spectral analysis; State estimation; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference, 1991. Proceedings., Winter
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-0181-1
Type :
conf
DOI :
10.1109/WSC.1991.185711
Filename :
185711
Link To Document :
بازگشت